Dataset

This dataset was created by Muhammad Altaf Khan

Contents

The Superstore Sales Dataset provides detailed transactional data from a retail superstore operating across the United States. It includes records of customer orders made between 2015 and 2019, capturing key sales, shipping, and regional details.

🧾 Key Columns: Order Date & Ship Date – Timeline of transactions and delivery

State & Region – Geographic location of the order

Category & Sub-Category – Type of product sold (e.g., Furniture, Office Supplies)

Sales – Revenue generated per item (in dollars)

Quantity – Number of units sold

Discount – Discount applied on the sale

Shipping Mode – Delivery method (Standard, First Class, Second Class, Same Day)

⚠️ Note: The dataset does not include profit or customer demographic information.

🗺️ Coverage: Time: 5 years (2015–2019)

Location: All major U.S. regions and states

Products: Multiple categories and sub-categories

Shipping: All standard delivery modes

This dataset is ideal for beginners to explore sales trends, regional performance, product analysis, and customer behavior patterns through visualizations and summary statistics.

In the month of February 2022, superstores recorded the highest growth in monthly visits compared to the same period in 2021, up *** percent. On the other hand, the largest decrease in visits happened in April 2023, with a decline of *** percent compared to the same period of the previous year.

odinmind/superstore dataset hosted on Hugging Face and contributed by the HF Datasets community

In December 2023, United States warehouse clubs and superstores sales were estimated to reach **** billion U.S. dollars, up from **** billion attained the same month a year before. Costco and Sam's Club are two of the biggest warehouse club retailers in the United States.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

In the week of February 6, 2023, superstores recorded the highest decline in weekly visits compared to the same period in 2022, down *** percent. Positive growth was only observed in the weeks of January 2 and February 13, when visits to superstores increased by *** and *** percent, respectively, compared to a year earlier.

Graph and download economic data for Index of Department Store Sales for United States (M06F2AUSM343SNBR) from Jan 1919 to Dec 1946 about retail trade, sales, retail, indexes, and USA.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Graph and download economic data for Retail Sales: Warehouse Clubs and Superstores (DISCONTINUED) (MRTSSM45291USN) from Jan 1992 to Feb 2025 about warehouse, retail trade, sales, retail, and USA.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Analysis of ‘🏦 US Retail Sales Per Capita by Store Type’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/yamqwe/us-retail-sales-per-capita-by-store-type-2000-20e on 13 February 2022.

--- Dataset description provided by original source is as follows ---

About this dataset

I have added a column on the right that shows the compound annual growth rate (CGR) of per capita spending from 2000 to 2015.

source:

This dataset was created by Gary Hoover and contains around 0 samples along with Unnamed: 15, Unnamed: 9, technical information and other features such as: - Unnamed: 18 - Unnamed: 12 - and more.

How to use this dataset

• Analyze Unnamed: 4 in relation to Unnamed: 10
• Study the influence of Unnamed: 14 on Unnamed: 1
• More datasets

Acknowledgements

If you use this dataset in your research, please credit Gary Hoover

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--- Original source retains full ownership of the source dataset ---

Information about the Monthly Retail Trade Survey can be found on the Census website at https://www.census.gov/retail/mrts/about_the_surveys.html

K&G Fashion Superstore is an off-price clothing retailer offering a wide variety of designer brands at significantly discounted prices. K&G Fashion Superstore caters to value-conscious shoppers who want a diverse selection of apparel and accessories for the whole family. The K&G Fashion Superstore model relies on buying merchandise opportunistically from various sources, allowing them to offer deep discounts to their customers. K&G's focus on value and selection has made them a popular destination for budget-minded fashion enthusiasts. You can download the complete list of key information about K&G Fashion Superstore U.S. locations, contact details, services offered, and geographical coordinates, beneficial for various applications like store locators, business analysis, and targeted marketing. The K&G Fashion Superstore data you can download includes:

Identification & Location: 


  store_name, store_number, address, city, state, zip_code, latitude, longitude, country, country_code, county, geo_accuracy


Contact Information: 


  phone_number, 


Operational Details & Services: 


  Store_hours,  

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

In the first quarter of 2023, more than half of all visits to superstore chains in the United States were made to Walmart locations. Meanwhile, just over ** percent of superstores visits in that quarter were made to Costco.

PGA TOUR Superstore aims to be the ultimate destination for golf and tennis enthusiasts, offering a vast selection of equipment, apparel, and accessories from all major brands. PGA TOUR Superstore locations go beyond traditional retail by incorporating interactive elements like hitting bays, putting greens, and simulators, creating an engaging experience where customers can try before they buy. The PGA TOUR Superstore business model focuses on being a one-stop shop, providing expert advice from PGA Professionals and certified club fitters, and offering services like club fitting and repair. By combining a comprehensive product selection with an experiential retail approach, PGA TOUR Superstore cultivates a strong brand image and fosters a sense of community among golf and tennis enthusiasts. You can download the complete list of key information about PGA TOUR Superstore locations, contact details, services offered, and geographical coordinates, beneficial for various applications like store locators, business analysis, and targeted marketing. The PGA TOUR Superstore data you can download includes:

Identification & Location:


  Store_name, store_number, address, address_line_2, city, state, zip_code, latitude, longitude, country, country_code, county, geo_accuracy


Contact Information:


  Phone_number, 


Operational Details & Services:


  Store_hours, 

In recent years, revenue for the Retail Store Fixture Dealers industry has seen relatively steady growth. Rising consumer spending and growing per capita disposable income have encouraged consumer retail spending, providing retailers with the funds necessary for renovations and expansions, which, in turn, fuels the need for retail store fixtures. Growing corporate profit has also allowed companies to invest in retail store fixtures. Overall, revenue has risen at an expected CAGR of 4.4% to reach an estimated $9.2 billion in 2024, when revenue is set to grow 1.3%. Industry profit has followed a similar trend to industry revenue, seeing steady growth in recent years. Despite favorable economic trends, several developments have inhibited demand for retail fixtures over the past few years. For example, more retailers are demanding more versatile and portable fixtures that can be used long-term. Dealers are stocking portable pieces that break down quickly, making moving them to a different location or discarding them easier. The pandemic accelerated a trend toward e-commerce as many businesses shifted their focus to online operations to remain operable amid social distancing and stay-at-home orders. While this shift hurts demand from retail stores, warehouses used in e-commerce supply chains demand industry products. While the pandemic negatively affected the industry, it also presented a new opportunity for product development; demand for pandemic-related equipment, such as plastic register guards, social-distancing signs and hand sanitizer dispensers, drastically increased, aiding growth. Favorable economic conditions are forecast to boost retail sales, spurring demand for retail fixtures. The continued growth and popularity of e-commerce will likely reshape the industry's products and markets toward more generic and lower-margin fixtures. Overall, IBISWorld expects industry revenue to grow at a CAGR of 2.9% to reach an estimated $10.6 billion in 2029.

United States JR: Same-Store Sales: DS: Nordstrom data was reported at 0.600 % in Apr 2018. This records a decrease from the previous number of 2.600 % for Jan 2018. United States JR: Same-Store Sales: DS: Nordstrom data is updated quarterly, averaging 3.000 % from Jul 2011 (Median) to Apr 2018, with 28 observations. The data reached an all-time high of 10.700 % in Oct 2012 and a record low of -1.700 % in Apr 2016. United States JR: Same-Store Sales: DS: Nordstrom data remains active status in CEIC and is reported by Redbook Research Inc.. The data is categorized under Global Database’s USA – Table US.H012: Johnson Redbook Same-Store Sales Index: Quarterly: YoY%.